Find similar images in a dataset
Project description
Simages :monkey_face: :monkey_face:
Find similar images within a dataset. Useful for finding duplicates images.
Getting Started
pip install simages
or install from source:
git clone https://github.com/justinshenk/simages
cd simages
pip install .
How to use
from simages import Embeddings
# X is an n x m numpy array
images = Embeddings(data)
pairs, distances = embedding.show_duplicates(n=10)
You can specify how many pairs you want to identify with n.
How it works
Simages uses a convolutional autoencoder with PyTorch and compares the latent representations with closely.
Example
Output:
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